Cargando…
Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer
BACKGROUND: Noninvasive diagnostic markers that are capable of distinguishing patients with colorectal cancer (CRC) from healthy individuals or patients with other cancer types are lacking. We report the discovery and validation of a panel of methylation-based markers that specifically detect CRC. M...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9382793/ https://www.ncbi.nlm.nih.gov/pubmed/35974349 http://dx.doi.org/10.1186/s13148-022-01312-9 |
_version_ | 1784769358419984384 |
---|---|
author | Li, Dapeng Zhang, Lei Fu, Jinming Huang, Hao Liu, Yanlong Zhu, Lin Sun, Hongru Sun, Simin Zhang, Ding Tian, Tian Wang, Fan Hu, Fulan Peng, Xiaolin Li, Gairui Zhao, Liyuan Zheng, Ting Wang, Xuan Cui, Binbin Zhao, Yashuang |
author_facet | Li, Dapeng Zhang, Lei Fu, Jinming Huang, Hao Liu, Yanlong Zhu, Lin Sun, Hongru Sun, Simin Zhang, Ding Tian, Tian Wang, Fan Hu, Fulan Peng, Xiaolin Li, Gairui Zhao, Liyuan Zheng, Ting Wang, Xuan Cui, Binbin Zhao, Yashuang |
author_sort | Li, Dapeng |
collection | PubMed |
description | BACKGROUND: Noninvasive diagnostic markers that are capable of distinguishing patients with colorectal cancer (CRC) from healthy individuals or patients with other cancer types are lacking. We report the discovery and validation of a panel of methylation-based markers that specifically detect CRC. METHODS: This was a large-scale discovery study based on publicly available datasets coupled with a validation study where multiple types of specimens from six cohorts with CRC, other cancer types, and healthy individuals were used to identify and validate the tissue-specific methylation patterns of CRC and assess their diagnostic performance. RESULTS: In the discovery and validation cohort (N = 9307), ten hypermethylated CpG sites located in three genes, C20orf194, LIFR, and ZNF304, were identified as CRC-specific markers. Different analyses have suggested that these CpG sites are CRC-specific hypermethylated and play a role in transcriptional silencing of corresponding genes. A random forest model based on ten markers achieved high accuracy rates between 85.7 and 94.3% and AUCs between 0.941 and 0.970 in predicting CRC in three independent datasets and a low misclassification rate in ten other cancer types. In the in-house validation cohort (N = 354), these markers achieved consistent discriminative capabilities. In the cfDNA pilot cohort (N = 14), hypermethylation of these markers was observed in cfDNA samples from CRC patients. In the cfDNA validation cohort (N = 155), the two-gene panel yielded a sensitivity of 69.5%, specificity of 91.7%, and AUC of 0.806. CONCLUSIONS: Hypermethylation of the ten CpG sites is a CRC-specific alteration in tissue and has the potential use as a noninvasive cfDNA marker to diagnose CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-022-01312-9. |
format | Online Article Text |
id | pubmed-9382793 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-93827932022-08-18 Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer Li, Dapeng Zhang, Lei Fu, Jinming Huang, Hao Liu, Yanlong Zhu, Lin Sun, Hongru Sun, Simin Zhang, Ding Tian, Tian Wang, Fan Hu, Fulan Peng, Xiaolin Li, Gairui Zhao, Liyuan Zheng, Ting Wang, Xuan Cui, Binbin Zhao, Yashuang Clin Epigenetics Research BACKGROUND: Noninvasive diagnostic markers that are capable of distinguishing patients with colorectal cancer (CRC) from healthy individuals or patients with other cancer types are lacking. We report the discovery and validation of a panel of methylation-based markers that specifically detect CRC. METHODS: This was a large-scale discovery study based on publicly available datasets coupled with a validation study where multiple types of specimens from six cohorts with CRC, other cancer types, and healthy individuals were used to identify and validate the tissue-specific methylation patterns of CRC and assess their diagnostic performance. RESULTS: In the discovery and validation cohort (N = 9307), ten hypermethylated CpG sites located in three genes, C20orf194, LIFR, and ZNF304, were identified as CRC-specific markers. Different analyses have suggested that these CpG sites are CRC-specific hypermethylated and play a role in transcriptional silencing of corresponding genes. A random forest model based on ten markers achieved high accuracy rates between 85.7 and 94.3% and AUCs between 0.941 and 0.970 in predicting CRC in three independent datasets and a low misclassification rate in ten other cancer types. In the in-house validation cohort (N = 354), these markers achieved consistent discriminative capabilities. In the cfDNA pilot cohort (N = 14), hypermethylation of these markers was observed in cfDNA samples from CRC patients. In the cfDNA validation cohort (N = 155), the two-gene panel yielded a sensitivity of 69.5%, specificity of 91.7%, and AUC of 0.806. CONCLUSIONS: Hypermethylation of the ten CpG sites is a CRC-specific alteration in tissue and has the potential use as a noninvasive cfDNA marker to diagnose CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-022-01312-9. BioMed Central 2022-08-16 /pmc/articles/PMC9382793/ /pubmed/35974349 http://dx.doi.org/10.1186/s13148-022-01312-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Li, Dapeng Zhang, Lei Fu, Jinming Huang, Hao Liu, Yanlong Zhu, Lin Sun, Hongru Sun, Simin Zhang, Ding Tian, Tian Wang, Fan Hu, Fulan Peng, Xiaolin Li, Gairui Zhao, Liyuan Zheng, Ting Wang, Xuan Cui, Binbin Zhao, Yashuang Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title | Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title_full | Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title_fullStr | Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title_full_unstemmed | Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title_short | Discovery and validation of tissue-specific DNA methylation as noninvasive diagnostic markers for colorectal cancer |
title_sort | discovery and validation of tissue-specific dna methylation as noninvasive diagnostic markers for colorectal cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9382793/ https://www.ncbi.nlm.nih.gov/pubmed/35974349 http://dx.doi.org/10.1186/s13148-022-01312-9 |
work_keys_str_mv | AT lidapeng discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhanglei discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT fujinming discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT huanghao discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT liuyanlong discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhulin discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT sunhongru discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT sunsimin discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhangding discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT tiantian discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT wangfan discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT hufulan discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT pengxiaolin discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT ligairui discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhaoliyuan discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhengting discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT wangxuan discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT cuibinbin discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer AT zhaoyashuang discoveryandvalidationoftissuespecificdnamethylationasnoninvasivediagnosticmarkersforcolorectalcancer |